王嘉宏

个人信息Personal Information

副教授

博士生导师

硕士生导师

教师英文名称:Chia-Hung Wang

教师拼音名称:ChiaHung Wang

所在单位:计算机科学与数学学院

职务:副教授

学历:研究生(博士后)

办公地点:计算机科学与数学学院计算机科学与技术教研室

联系方式:校址:福建省福州市闽侯县上街镇学府南路69号福建理工大学 (邮编: 350118) 教师主页: http://faculty.fjut.edu.cn/wang_chiahung/zh_CN/index.htm ResearchGate Website: https://www.researchgate.net/profile/Chia-Hung_Wang2

学位:博士学位

在职信息:在职

主要任职:副教授

其他任职:研究生导师

毕业院校:(中国台湾)政治大学

学科:计算机科学与技术
电子信息工程
交通运输
信息与计算科学
数据科学与大数据技术

Rethinking metaheuristics: Unveiling the myth of "novelty" in metaheuristic algorithms

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影响因子:2.2

发表刊物:Mathematics

摘要:In recent decades, the rapid development of metaheuristic algorithms has outpaced theoretical understanding, with experimental evaluations often overshadowing rigorous analysis. While nature-inspired optimization methods show promise for various applications, their effectiveness is often limited by metaphor-driven design, structural biases, and a lack of sufficient theoretical foundation. This paper systematically examines the challenges in developing robust, generalizable optimization techniques, advocating for a paradigm shift toward modular, transparent frameworks. A comprehensive review of the existing limitations in metaheuristic algorithms is presented, along with actionable strategies to mitigate biases and enhance algorithmic performance. Through emphasis on theoretical rigor, reproducible experimental validation, and open methodological frameworks, this work bridges critical gaps in algorithm design. The findings support adopting scientifically grounded optimization approaches to advance operational applications.

论文类型:期刊论文

论文编号:2158

学科门类:理学

文献类型:J

卷号:13

期号:13

ISSN号:2227-7390

是否译文:

发表时间:2025-07-01

收录刊物:SCI

第一作者:王嘉宏

合写作者:胡昆,吴晓晶,欧宇枫